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From the 1 of 21 linked papers with an AI index.

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cs.LG2026

When AI Levels the Playing Field: Skill Homogenization, Asset Concentration, and Two Regimes of Inequality

Xupeng Chen, Shuchen Meng

Generative AI compresses within-task skill differences while shifting economic value toward concentrated complementary assets, creating an apparent paradox: the technology that equ…

cs.LG2025

Machine Learning-Based Prediction of Speech Arrest During Direct Cortical Stimulation Mapping

Nikasadat Emami, Amirhossein Khalilian-Gourtani, Jianghao Qian +4

Identifying cortical regions critical for speech is essential for safe brain surgery in or near language areas. While Electrical Stimulation Mapping (ESM) remains the clinical gold…

cs.LG2024

Test Time Learning for Time Series Forecasting

Panayiotis Christou, Shichu Chen, Xupeng Chen +1

Time-series forecasting has seen significant advancements with the introduction of token prediction mechanisms such as multi-head attention. However, these methods often struggle t…

cs.LG2024

Enhancing Exchange Rate Forecasting with Explainable Deep Learning Models

Shuchen Meng, Andi Chen, Chihang Wang +5

Accurate exchange rate prediction is fundamental to financial stability and international trade, positioning it as a critical focus in economic and financial research. Traditional…

cs.LG2024

Time Series Modeling for Heart Rate Prediction: From ARIMA to Transformers

Haowei Ni, Shuchen Meng, Xieming Geng +5

Cardiovascular disease (CVD) is a leading cause of death globally, necessitating precise forecasting models for monitoring vital signs like heart rate, blood pressure, and ECG. Tra…